EDA TeleCommunication

Dataset statistics

Number of variables	21
Number of observations	41180
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	12
Duplicate rows (%)	< 0.1%
Total size in memory	6.6 MiB
Average record size in memory	168.0 B

Variable types

Numeric	10
Categorical	10
Boolean	1

Alerts

Dataset has 12 (< 0.1%) duplicate rows	Duplicates
`pdays` is highly overall correlated with `previous` and 1 other fields	High correlation
`previous` is highly overall correlated with `pdays` and 1 other fields	High correlation
`emp.var.rate` is highly overall correlated with `cons.price.idx` and 3 other fields	High correlation
`cons.price.idx` is highly overall correlated with `emp.var.rate` and 2 other fields	High correlation
`cons.conf.idx` is highly overall correlated with `month`	High correlation
`euribor3m` is highly overall correlated with `emp.var.rate` and 2 other fields	High correlation
`nr.employed` is highly overall correlated with `emp.var.rate` and 3 other fields	High correlation
`housing` is highly overall correlated with `loan`	High correlation
`loan` is highly overall correlated with `housing`	High correlation
`contact` is highly overall correlated with `cons.price.idx` and 2 other fields	High correlation
`month` is highly overall correlated with `emp.var.rate` and 5 other fields	High correlation
`poutcome` is highly overall correlated with `pdays` and 1 other fields	High correlation
`default` is highly imbalanced (53.3%)	Imbalance
`loan` is highly imbalanced (51.3%)	Imbalance
`poutcome` is highly imbalanced (56.8%)	Imbalance
`previous` has 35559 (86.4%) zeros	Zeros

Reproduction

Analysis started	2023-09-02 07:10:11.678217
Analysis finished	2023-09-02 07:10:44.659128
Duration	32.98 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

age
Real number (ℝ)

Distinct	78
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.02171

Minimum	17
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	17
5-th percentile	26
Q1	32
median	38
Q3	47
95-th percentile	58
Maximum	98
Range	81
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.419593
Coefficient of variation (CV)	0.26034853
Kurtosis	0.79161607
Mean	40.02171
Median Absolute Deviation (MAD)	7
Skewness	0.78461743
Sum	1648094
Variance	108.56793
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	1947	4.7%
32	1846	4.5%
33	1833	4.5%
36	1780	4.3%
35	1759	4.3%
34	1745	4.2%
30	1714	4.2%
37	1474	3.6%
29	1453	3.5%
39	1432	3.5%
Other values (68)	24197	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	5	< 0.1%
18	28	0.1%
19	42	0.1%
20	65	0.2%
21	102	0.2%
22	137	0.3%
23	226	0.5%
24	463	1.1%
25	598	1.5%
26	698	1.7%

Value	Count	Frequency (%)
98	2	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
92	4	< 0.1%
91	2	< 0.1%
89	2	< 0.1%
88	22	0.1%
87	1	< 0.1%
86	8	< 0.1%
85	15	< 0.1%

job
Categorical

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

admin.	10422
blue-collar	9253
technician	6742
services	3967
management	2923
Other values (7)	7873

Length

Max length	13
Median length	12
Mean length	8.9552695
Min length	6

Characters and Unicode

Total characters	368778
Distinct characters	24
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	admin.
2nd row	services
3rd row	services
4th row	admin.
5th row	blue-collar

Common Values

Value	Count	Frequency (%)
admin.	10422	25.3%
blue-collar	9253	22.5%
technician	6742	16.4%
services	3967	9.6%
management	2923	7.1%
retired	1718	4.2%
entrepreneur	1456	3.5%
self-employed	1421	3.5%
housemaid	1059	2.6%
unemployed	1014	2.5%
Other values (2)	1205	2.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
admin	10422	25.3%
blue-collar	9253	22.5%
technician	6742	16.4%
services	3967	9.6%
management	2923	7.1%
retired	1718	4.2%
entrepreneur	1456	3.5%
self-employed	1421	3.5%
housemaid	1059	2.6%
unemployed	1014	2.5%
Other values (2)	1205	2.9%

Most occurring characters

Value	Count	Frequency (%)
e	47260	12.8%
n	35543	9.6%
a	33322	9.0%
l	31615	8.6%
i	30650	8.3%
c	26704	7.2%
r	21024	5.7%
m	19762	5.4%
d	16509	4.5%
t	14589	4.0%
Other values (14)	91800	24.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	347682	94.3%
Dash Punctuation	10674	2.9%
Other Punctuation	10422	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	47260	13.6%
n	35543	10.2%
a	33322	9.6%
l	31615	9.1%
i	30650	8.8%
c	26704	7.7%
r	21024	6.0%
m	19762	5.7%
d	16509	4.7%
t	14589	4.2%
Other values (12)	70704	20.3%

Dash Punctuation

Value	Count	Frequency (%)
-	10674	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	10422	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	347682	94.3%
Common	21096	5.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	47260	13.6%
n	35543	10.2%
a	33322	9.6%
l	31615	9.1%
i	30650	8.8%
c	26704	7.7%
r	21024	6.0%
m	19762	5.7%
d	16509	4.7%
t	14589	4.2%
Other values (12)	70704	20.3%

Common

Value	Count	Frequency (%)
-	10674	50.6%
.	10422	49.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	368778	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	47260	12.8%
n	35543	9.6%
a	33322	9.0%
l	31615	8.6%
i	30650	8.3%
c	26704	7.2%
r	21024	5.7%
m	19762	5.4%
d	16509	4.5%
t	14589	4.0%
Other values (14)	91800	24.9%

marital
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

married	24921
single	11568
divorced	4611
unknown	80

Length

Max length	8
Median length	7
Mean length	6.8310588
Min length	6

Characters and Unicode

Total characters	281303
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	married
2nd row	married
3rd row	married
4th row	married
5th row	married

Common Values

Value	Count	Frequency (%)
married	24921	60.5%
single	11568	28.1%
divorced	4611	11.2%
unknown	80	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	24921	60.5%
single	11568	28.1%
divorced	4611	11.2%
unknown	80	0.2%

Most occurring characters

Value	Count	Frequency (%)
r	54453	19.4%
i	41100	14.6%
e	41100	14.6%
d	34143	12.1%
m	24921	8.9%
a	24921	8.9%
n	11808	4.2%
s	11568	4.1%
g	11568	4.1%
l	11568	4.1%
Other values (6)	14153	5.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	281303	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	54453	19.4%
i	41100	14.6%
e	41100	14.6%
d	34143	12.1%
m	24921	8.9%
a	24921	8.9%
n	11808	4.2%
s	11568	4.1%
g	11568	4.1%
l	11568	4.1%
Other values (6)	14153	5.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	281303	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	54453	19.4%
i	41100	14.6%
e	41100	14.6%
d	34143	12.1%
m	24921	8.9%
a	24921	8.9%
n	11808	4.2%
s	11568	4.1%
g	11568	4.1%
l	11568	4.1%
Other values (6)	14153	5.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	281303	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	54453	19.4%
i	41100	14.6%
e	41100	14.6%
d	34143	12.1%
m	24921	8.9%
a	24921	8.9%
n	11808	4.2%
s	11568	4.1%
g	11568	4.1%
l	11568	4.1%
Other values (6)	14153	5.0%

education
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

university.degree	12166
high.school	9513
basic.9y	6044
professional.course	5241
basic.4y	4175
Other values (3)	4041

Length

Max length	19
Median length	17
Mean length	12.710758
Min length	7

Characters and Unicode

Total characters	523429
Distinct characters	25
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	basic.6y
2nd row	high.school
3rd row	basic.9y
4th row	professional.course
5th row	unknown

Common Values

Value	Count	Frequency (%)
university.degree	12166	29.5%
high.school	9513	23.1%
basic.9y	6044	14.7%
professional.course	5241	12.7%
basic.4y	4175	10.1%
basic.6y	2292	5.6%
unknown	1731	4.2%
illiterate	18	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
university.degree	12166	29.5%
high.school	9513	23.1%
basic.9y	6044	14.7%
professional.course	5241	12.7%
basic.4y	4175	10.1%
basic.6y	2292	5.6%
unknown	1731	4.2%
illiterate	18	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	59182	11.3%
i	51633	9.9%
s	49913	9.5%
.	39431	7.5%
o	36480	7.0%
r	34832	6.7%
h	28539	5.5%
c	27265	5.2%
y	24677	4.7%
n	22600	4.3%
Other values (15)	148877	28.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	471487	90.1%
Other Punctuation	39431	7.5%
Decimal Number	12511	2.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	59182	12.6%
i	51633	11.0%
s	49913	10.6%
o	36480	7.7%
r	34832	7.4%
h	28539	6.1%
c	27265	5.8%
y	24677	5.2%
n	22600	4.8%
g	21679	4.6%
Other values (11)	114687	24.3%

Decimal Number

Value	Count	Frequency (%)
9	6044	48.3%
4	4175	33.4%
6	2292	18.3%

Other Punctuation

Value	Count	Frequency (%)
.	39431	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	471487	90.1%
Common	51942	9.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	59182	12.6%
i	51633	11.0%
s	49913	10.6%
o	36480	7.7%
r	34832	7.4%
h	28539	6.1%
c	27265	5.8%
y	24677	5.2%
n	22600	4.8%
g	21679	4.6%
Other values (11)	114687	24.3%

Common

Value	Count	Frequency (%)
.	39431	75.9%
9	6044	11.6%
4	4175	8.0%
6	2292	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	523429	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	59182	11.3%
i	51633	9.9%
s	49913	9.5%
.	39431	7.5%
o	36480	7.0%
r	34832	6.7%
h	28539	5.5%
c	27265	5.2%
y	24677	4.7%
n	22600	4.3%
Other values (15)	148877	28.4%

default
Categorical

IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

no	32581
unknown	8596
yes	3

Length

Max length	7
Median length	2
Mean length	3.0437834
Min length	2

Characters and Unicode

Total characters	125343
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	unknown
4th row	no
5th row	unknown

Common Values

Value	Count	Frequency (%)
no	32581	79.1%
unknown	8596	20.9%
yes	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	32581	79.1%
unknown	8596	20.9%
yes	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	58369	46.6%
o	41177	32.9%
u	8596	6.9%
k	8596	6.9%
w	8596	6.9%
y	3	< 0.1%
e	3	< 0.1%
s	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	125343	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	58369	46.6%
o	41177	32.9%
u	8596	6.9%
k	8596	6.9%
w	8596	6.9%
y	3	< 0.1%
e	3	< 0.1%
s	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	125343	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	58369	46.6%
o	41177	32.9%
u	8596	6.9%
k	8596	6.9%
w	8596	6.9%
y	3	< 0.1%
e	3	< 0.1%
s	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125343	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	58369	46.6%
o	41177	32.9%
u	8596	6.9%
k	8596	6.9%
w	8596	6.9%
y	3	< 0.1%
e	3	< 0.1%
s	3	< 0.1%

housing
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

yes	21571
no	18619
unknown	990

Length

Max length	7
Median length	3
Mean length	2.6440262
Min length	2

Characters and Unicode

Total characters	108881
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
yes	21571	52.4%
no	18619	45.2%
unknown	990	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
yes	21571	52.4%
no	18619	45.2%
unknown	990	2.4%

Most occurring characters

Value	Count	Frequency (%)
n	21589	19.8%
y	21571	19.8%
e	21571	19.8%
s	21571	19.8%
o	19609	18.0%
u	990	0.9%
k	990	0.9%
w	990	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	108881	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	21589	19.8%
y	21571	19.8%
e	21571	19.8%
s	21571	19.8%
o	19609	18.0%
u	990	0.9%
k	990	0.9%
w	990	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	108881	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	21589	19.8%
y	21571	19.8%
e	21571	19.8%
s	21571	19.8%
o	19609	18.0%
u	990	0.9%
k	990	0.9%
w	990	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	108881	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	21589	19.8%
y	21571	19.8%
e	21571	19.8%
s	21571	19.8%
o	19609	18.0%
u	990	0.9%
k	990	0.9%
w	990	0.9%

loan
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

no	33943
yes	6247
unknown	990

Length

Max length	7
Median length	2
Mean length	2.2719038
Min length	2

Characters and Unicode

Total characters	93557
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	yes
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	33943	82.4%
yes	6247	15.2%
unknown	990	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	33943	82.4%
yes	6247	15.2%
unknown	990	2.4%

Most occurring characters

Value	Count	Frequency (%)
n	36913	39.5%
o	34933	37.3%
y	6247	6.7%
e	6247	6.7%
s	6247	6.7%
u	990	1.1%
k	990	1.1%
w	990	1.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	93557	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	36913	39.5%
o	34933	37.3%
y	6247	6.7%
e	6247	6.7%
s	6247	6.7%
u	990	1.1%
k	990	1.1%
w	990	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	93557	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	36913	39.5%
o	34933	37.3%
y	6247	6.7%
e	6247	6.7%
s	6247	6.7%
u	990	1.1%
k	990	1.1%
w	990	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93557	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	36913	39.5%
o	34933	37.3%
y	6247	6.7%
e	6247	6.7%
s	6247	6.7%
u	990	1.1%
k	990	1.1%
w	990	1.1%

contact
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

cellular	26140
telephone	15040

Length

Max length	9
Median length	8
Mean length	8.3652258
Min length	8

Characters and Unicode

Total characters	344480
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	telephone
2nd row	telephone
3rd row	telephone
4th row	telephone
5th row	telephone

Common Values

Value	Count	Frequency (%)
cellular	26140	63.5%
telephone	15040	36.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cellular	26140	63.5%
telephone	15040	36.5%

Most occurring characters

Value	Count	Frequency (%)
l	93460	27.1%
e	71260	20.7%
c	26140	7.6%
u	26140	7.6%
a	26140	7.6%
r	26140	7.6%
t	15040	4.4%
p	15040	4.4%
h	15040	4.4%
o	15040	4.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	344480	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	93460	27.1%
e	71260	20.7%
c	26140	7.6%
u	26140	7.6%
a	26140	7.6%
r	26140	7.6%
t	15040	4.4%
p	15040	4.4%
h	15040	4.4%
o	15040	4.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	344480	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	93460	27.1%
e	71260	20.7%
c	26140	7.6%
u	26140	7.6%
a	26140	7.6%
r	26140	7.6%
t	15040	4.4%
p	15040	4.4%
h	15040	4.4%
o	15040	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	344480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	93460	27.1%
e	71260	20.7%
c	26140	7.6%
u	26140	7.6%
a	26140	7.6%
r	26140	7.6%
t	15040	4.4%
p	15040	4.4%
h	15040	4.4%
o	15040	4.4%

month
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

may	13765
jul	7174
aug	6178
jun	5318
nov	4097
Other values (5)	4648

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	123540
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	may
2nd row	may
3rd row	may
4th row	may
5th row	may

Common Values

Value	Count	Frequency (%)
may	13765	33.4%
jul	7174	17.4%
aug	6178	15.0%
jun	5318	12.9%
nov	4097	9.9%
apr	2632	6.4%
oct	718	1.7%
sep	570	1.4%
mar	546	1.3%
dec	182	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
may	13765	33.4%
jul	7174	17.4%
aug	6178	15.0%
jun	5318	12.9%
nov	4097	9.9%
apr	2632	6.4%
oct	718	1.7%
sep	570	1.4%
mar	546	1.3%
dec	182	0.4%

Most occurring characters

Value	Count	Frequency (%)
a	23121	18.7%
u	18670	15.1%
m	14311	11.6%
y	13765	11.1%
j	12492	10.1%
n	9415	7.6%
l	7174	5.8%
g	6178	5.0%
o	4815	3.9%
v	4097	3.3%
Other values (7)	9502	7.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	123540	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	23121	18.7%
u	18670	15.1%
m	14311	11.6%
y	13765	11.1%
j	12492	10.1%
n	9415	7.6%
l	7174	5.8%
g	6178	5.0%
o	4815	3.9%
v	4097	3.3%
Other values (7)	9502	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	123540	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	23121	18.7%
u	18670	15.1%
m	14311	11.6%
y	13765	11.1%
j	12492	10.1%
n	9415	7.6%
l	7174	5.8%
g	6178	5.0%
o	4815	3.9%
v	4097	3.3%
Other values (7)	9502	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	123540	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	23121	18.7%
u	18670	15.1%
m	14311	11.6%
y	13765	11.1%
j	12492	10.1%
n	9415	7.6%
l	7174	5.8%
g	6178	5.0%
o	4815	3.9%
v	4097	3.3%
Other values (7)	9502	7.7%

day_of_week
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

thu	8622
mon	8509
wed	8133
tue	8090
fri	7826

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	123540
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	mon
2nd row	mon
3rd row	mon
4th row	mon
5th row	mon

Common Values

Value	Count	Frequency (%)
thu	8622	20.9%
mon	8509	20.7%
wed	8133	19.7%
tue	8090	19.6%
fri	7826	19.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
thu	8622	20.9%
mon	8509	20.7%
wed	8133	19.7%
tue	8090	19.6%
fri	7826	19.0%

Most occurring characters

Value	Count	Frequency (%)
t	16712	13.5%
u	16712	13.5%
e	16223	13.1%
h	8622	7.0%
m	8509	6.9%
o	8509	6.9%
n	8509	6.9%
w	8133	6.6%
d	8133	6.6%
f	7826	6.3%
Other values (2)	15652	12.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	123540	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	16712	13.5%
u	16712	13.5%
e	16223	13.1%
h	8622	7.0%
m	8509	6.9%
o	8509	6.9%
n	8509	6.9%
w	8133	6.6%
d	8133	6.6%
f	7826	6.3%
Other values (2)	15652	12.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	123540	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	16712	13.5%
u	16712	13.5%
e	16223	13.1%
h	8622	7.0%
m	8509	6.9%
o	8509	6.9%
n	8509	6.9%
w	8133	6.6%
d	8133	6.6%
f	7826	6.3%
Other values (2)	15652	12.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	123540	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	16712	13.5%
u	16712	13.5%
e	16223	13.1%
h	8622	7.0%
m	8509	6.9%
o	8509	6.9%
n	8509	6.9%
w	8133	6.6%
d	8133	6.6%
f	7826	6.3%
Other values (2)	15652	12.7%

duration
Real number (ℝ)

Distinct	1544
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	258.28043

Minimum	0
Maximum	4918
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	0
5-th percentile	36
Q1	102
median	180
Q3	319
95-th percentile	753
Maximum	4918
Range	4918
Interquartile range (IQR)	217

Descriptive statistics

Standard deviation	259.29986
Coefficient of variation (CV)	1.003947
Kurtosis	20.245266
Mean	258.28043
Median Absolute Deviation (MAD)	94
Skewness	3.2630242
Sum	10635988
Variance	67236.415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	170	0.4%
90	170	0.4%
136	168	0.4%
73	167	0.4%
124	164	0.4%
87	162	0.4%
104	161	0.4%
72	161	0.4%
111	160	0.4%
106	159	0.4%
Other values (1534)	39538	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	3	< 0.1%
2	1	< 0.1%
3	3	< 0.1%
4	12	< 0.1%
5	30	0.1%
6	37	0.1%
7	54	0.1%
8	69	0.2%
9	77	0.2%

Value	Count	Frequency (%)
4918	1	< 0.1%
4199	1	< 0.1%
3785	1	< 0.1%
3643	1	< 0.1%
3631	1	< 0.1%
3509	1	< 0.1%
3422	1	< 0.1%
3366	1	< 0.1%
3322	1	< 0.1%
3284	1	< 0.1%

campaign
Real number (ℝ)

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5677999

Minimum	1
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	7
Maximum	56
Range	55
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.7702251
Coefficient of variation (CV)	1.0788322
Kurtosis	36.973911
Mean	2.5677999
Median Absolute Deviation (MAD)	1
Skewness	4.7621385
Sum	105742
Variance	7.6741471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1	17637	42.8%
2	10568	25.7%
3	5340	13.0%
4	2651	6.4%
5	1599	3.9%
6	979	2.4%
7	629	1.5%
8	400	1.0%
9	283	0.7%
10	225	0.5%
Other values (32)	869	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	17637	42.8%
2	10568	25.7%
3	5340	13.0%
4	2651	6.4%
5	1599	3.9%
6	979	2.4%
7	629	1.5%
8	400	1.0%
9	283	0.7%
10	225	0.5%

Value	Count	Frequency (%)
56	1	< 0.1%
43	2	< 0.1%
42	2	< 0.1%
41	1	< 0.1%
40	2	< 0.1%
39	1	< 0.1%
37	1	< 0.1%
35	5	< 0.1%
34	3	< 0.1%
33	4	< 0.1%

pdays
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	962.51671

Minimum	0
Maximum	999
Zeros	15
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	0
5-th percentile	999
Q1	999
median	999
Q3	999
95-th percentile	999
Maximum	999
Range	999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	186.80903
Coefficient of variation (CV)	0.19408393
Kurtosis	22.260074
Mean	962.51671
Median Absolute Deviation (MAD)	0
Skewness	-4.9252983
Sum	39636438
Variance	34897.613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
999	39667	96.3%
3	439	1.1%
6	411	1.0%
4	118	0.3%
9	64	0.2%
2	61	0.1%
7	60	0.1%
12	58	0.1%
10	52	0.1%
5	46	0.1%
Other values (17)	204	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	< 0.1%
1	25	0.1%
2	61	0.1%
3	439	1.1%
4	118	0.3%
5	46	0.1%
6	411	1.0%
7	60	0.1%
8	18	< 0.1%
9	64	0.2%

Value	Count	Frequency (%)
999	39667	96.3%
27	1	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
22	3	< 0.1%
21	2	< 0.1%
20	1	< 0.1%
19	3	< 0.1%
18	7	< 0.1%
17	8	< 0.1%

previous
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1727052

Minimum	0
Maximum	7
Zeros	35559
Zeros (%)	86.4%
Negative	0
Negative (%)	0.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.49371879
Coefficient of variation (CV)	2.8587373
Kurtosis	19.78413
Mean	0.1727052
Median Absolute Deviation (MAD)	0
Skewness	3.8104936
Sum	7112
Variance	0.24375824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	35559	86.4%
1	4559	11.1%
2	754	1.8%
3	216	0.5%
4	69	0.2%
5	18	< 0.1%
6	4	< 0.1%
7	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35559	86.4%
1	4559	11.1%
2	754	1.8%
3	216	0.5%
4	69	0.2%
5	18	< 0.1%
6	4	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
6	4	< 0.1%
5	18	< 0.1%
4	69	0.2%
3	216	0.5%
2	754	1.8%
1	4559	11.1%
0	35559	86.4%

poutcome
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.8 KiB

nonexistent	35559
failure	4250
success	1371

Length

Max length	11
Median length	11
Mean length	10.454007
Min length	7

Characters and Unicode

Total characters	430496
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nonexistent
2nd row	nonexistent
3rd row	nonexistent
4th row	nonexistent
5th row	nonexistent

Common Values

Value	Count	Frequency (%)
nonexistent	35559	86.4%
failure	4250	10.3%
success	1371	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nonexistent	35559	86.4%
failure	4250	10.3%
success	1371	3.3%

Most occurring characters

Value	Count	Frequency (%)
n	106677	24.8%
e	76739	17.8%
t	71118	16.5%
i	39809	9.2%
s	39672	9.2%
o	35559	8.3%
x	35559	8.3%
u	5621	1.3%
f	4250	1.0%
a	4250	1.0%
Other values (3)	11242	2.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	430496	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	106677	24.8%
e	76739	17.8%
t	71118	16.5%
i	39809	9.2%
s	39672	9.2%
o	35559	8.3%
x	35559	8.3%
u	5621	1.3%
f	4250	1.0%
a	4250	1.0%
Other values (3)	11242	2.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	430496	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	106677	24.8%
e	76739	17.8%
t	71118	16.5%
i	39809	9.2%
s	39672	9.2%
o	35559	8.3%
x	35559	8.3%
u	5621	1.3%
f	4250	1.0%
a	4250	1.0%
Other values (3)	11242	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	430496	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	106677	24.8%
e	76739	17.8%
t	71118	16.5%
i	39809	9.2%
s	39672	9.2%
o	35559	8.3%
x	35559	8.3%
u	5621	1.3%
f	4250	1.0%
a	4250	1.0%
Other values (3)	11242	2.6%

emp.var.rate
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.081901408

Minimum	-3.4
Maximum	1.4
Zeros	0
Zeros (%)	0.0%
Negative	17187
Negative (%)	41.7%
Memory size	321.8 KiB

Quantile statistics

Minimum	-3.4
5-th percentile	-2.9
Q1	-1.8
median	1.1
Q3	1.4
95-th percentile	1.4
Maximum	1.4
Range	4.8
Interquartile range (IQR)	3.2

Descriptive statistics

Standard deviation	1.5710371
Coefficient of variation (CV)	19.182052
Kurtosis	-1.0626557
Mean	0.081901408
Median Absolute Deviation (MAD)	0.3
Skewness	-0.7241447
Sum	3372.7
Variance	2.4681576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.4	16234	39.4%
-1.8	9184	22.3%
1.1	7759	18.8%
-0.1	3683	8.9%
-2.9	1663	4.0%
-3.4	1071	2.6%
-1.7	773	1.9%
-1.1	631	1.5%
-3	172	0.4%
-0.2	10	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.4	1071	2.6%
-3	172	0.4%
-2.9	1663	4.0%
-1.8	9184	22.3%
-1.7	773	1.9%
-1.1	631	1.5%
-0.2	10	< 0.1%
-0.1	3683	8.9%
1.1	7759	18.8%
1.4	16234	39.4%

Value	Count	Frequency (%)
1.4	16234	39.4%
1.1	7759	18.8%
-0.1	3683	8.9%
-0.2	10	< 0.1%
-1.1	631	1.5%
-1.7	773	1.9%
-1.8	9184	22.3%
-2.9	1663	4.0%
-3	172	0.4%
-3.4	1071	2.6%

cons.price.idx
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.575508

Minimum	92.201
Maximum	94.767
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	92.201
5-th percentile	92.713
Q1	93.075
median	93.749
Q3	93.994
95-th percentile	94.465
Maximum	94.767
Range	2.566
Interquartile range (IQR)	0.919

Descriptive statistics

Standard deviation	0.57876248
Coefficient of variation (CV)	0.0061849782
Kurtosis	-0.83024371
Mean	93.575508
Median Absolute Deviation (MAD)	0.38
Skewness	-0.2310988
Sum	3853439.4
Variance	0.33496601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
93.994	7759	18.8%
93.918	6685	16.2%
92.893	5794	14.1%
93.444	5175	12.6%
94.465	4374	10.6%
93.2	3616	8.8%
93.075	2458	6.0%
92.201	770	1.9%
92.963	715	1.7%
92.431	447	1.1%
Other values (16)	3387	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
92.201	770	1.9%
92.379	267	0.6%
92.431	447	1.1%
92.469	178	0.4%
92.649	357	0.9%
92.713	172	0.4%
92.756	10	< 0.1%
92.843	282	0.7%
92.893	5794	14.1%
92.963	715	1.7%

Value	Count	Frequency (%)
94.767	124	0.3%
94.601	204	0.5%
94.465	4374	10.6%
94.215	311	0.8%
94.199	303	0.7%
94.055	229	0.6%
94.027	233	0.6%
93.994	7759	18.8%
93.918	6685	16.2%
93.876	212	0.5%

cons.conf.idx
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-40.501999

Minimum	-50.8
Maximum	-26.9
Zeros	0
Zeros (%)	0.0%
Negative	41180
Negative (%)	100.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	-50.8
5-th percentile	-47.1
Q1	-42.7
median	-41.8
Q3	-36.4
95-th percentile	-33.6
Maximum	-26.9
Range	23.9
Interquartile range (IQR)	6.3

Descriptive statistics

Standard deviation	4.6273579
Coefficient of variation (CV)	-0.11425011
Kurtosis	-0.35872693
Mean	-40.501999
Median Absolute Deviation (MAD)	4.4
Skewness	0.30401659
Sum	-1667872.3
Variance	21.412441
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
-36.4	7759	18.8%
-42.7	6685	16.2%
-46.2	5794	14.1%
-36.1	5175	12.6%
-41.8	4374	10.6%
-42	3616	8.8%
-47.1	2458	6.0%
-31.4	770	1.9%
-40.8	715	1.7%
-26.9	447	1.1%
Other values (16)	3387	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-50.8	124	0.3%
-50	282	0.7%
-49.5	204	0.5%
-47.1	2458	6.0%
-46.2	5794	14.1%
-45.9	10	< 0.1%
-42.7	6685	16.2%
-42	3616	8.8%
-41.8	4374	10.6%
-40.8	715	1.7%

Value	Count	Frequency (%)
-26.9	447	1.1%
-29.8	267	0.6%
-30.1	357	0.9%
-31.4	770	1.9%
-33	172	0.4%
-33.6	178	0.4%
-34.6	174	0.4%
-34.8	264	0.6%
-36.1	5175	12.6%
-36.4	7759	18.8%

euribor3m
Real number (ℝ)

HIGH CORRELATION

Distinct	316
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6214223

Minimum	0.634
Maximum	5.045
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	0.634
5-th percentile	0.797
Q1	1.344
median	4.857
Q3	4.961
95-th percentile	4.966
Maximum	5.045
Range	4.411
Interquartile range (IQR)	3.617

Descriptive statistics

Standard deviation	1.7343854
Coefficient of variation (CV)	0.47892381
Kurtosis	-1.4065576
Mean	3.6214223
Median Absolute Deviation (MAD)	0.108
Skewness	-0.70934118
Sum	149130.17
Variance	3.0080926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.857	2864	7.0%
4.962	2613	6.3%
4.963	2487	6.0%
4.961	1902	4.6%
4.856	1210	2.9%
4.964	1175	2.9%
1.405	1169	2.8%
4.965	1071	2.6%
4.864	1044	2.5%
4.96	1013	2.5%
Other values (306)	24632	59.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.634	8	< 0.1%
0.635	43	0.1%
0.636	14	< 0.1%
0.637	6	< 0.1%
0.638	7	< 0.1%
0.639	16	< 0.1%
0.64	10	< 0.1%
0.642	35	0.1%
0.643	23	0.1%
0.644	38	0.1%

Value	Count	Frequency (%)
5.045	9	< 0.1%
5	7	< 0.1%
4.97	172	0.4%
4.968	992	2.4%
4.967	643	1.6%
4.966	622	1.5%
4.965	1071	2.6%
4.964	1175	2.9%
4.963	2487	6.0%
4.962	2613	6.3%

nr.employed
Real number (ℝ)

HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5167.0533

Minimum	4963.6
Maximum	5228.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.8 KiB

Quantile statistics

Minimum	4963.6
5-th percentile	5017.5
Q1	5099.1
median	5191
Q3	5228.1
95-th percentile	5228.1
Maximum	5228.1
Range	264.5
Interquartile range (IQR)	129

Descriptive statistics

Standard deviation	72.230334
Coefficient of variation (CV)	0.013979019
Kurtosis	-0.0047661254
Mean	5167.0533
Median Absolute Deviation (MAD)	37.1
Skewness	-1.0439422
Sum	2.1277926 × 10⁸
Variance	5217.2212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
5228.1	16234	39.4%
5099.1	8534	20.7%
5191	7759	18.8%
5195.8	3683	8.9%
5076.2	1663	4.0%
5017.5	1071	2.6%
4991.6	773	1.9%
5008.7	650	1.6%
4963.6	631	1.5%
5023.5	172	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4963.6	631	1.5%
4991.6	773	1.9%
5008.7	650	1.6%
5017.5	1071	2.6%
5023.5	172	0.4%
5076.2	1663	4.0%
5099.1	8534	20.7%
5176.3	10	< 0.1%
5191	7759	18.8%
5195.8	3683	8.9%

Value	Count	Frequency (%)
5228.1	16234	39.4%
5195.8	3683	8.9%
5191	7759	18.8%
5176.3	10	< 0.1%
5099.1	8534	20.7%
5076.2	1663	4.0%
5023.5	172	0.4%
5017.5	1071	2.6%
5008.7	650	1.6%
4991.6	773	1.9%

y
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.3 KiB

False	36542
True	4638

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	36542	88.7%
True	4638	11.3%

Auto

Heatmap
Table

	age	duration	campaign	pdays	previous	emp.var.rate	cons.price.idx	cons.conf.idx	euribor3m	nr.employed	job	marital	education	default	housing	loan	contact	month	day_of_week	poutcome	y
age	1.000	-0.002	0.006	-0.001	-0.013	0.045	0.045	0.115	0.055	0.045	0.250	0.277	0.136	0.159	0.000	0.018	0.116	0.139	0.046	0.138	0.196
duration	-0.002	1.000	-0.081	-0.083	0.042	-0.069	0.003	-0.009	-0.078	-0.095	0.006	0.000	0.000	0.000	0.000	0.000	0.032	0.020	0.008	0.016	0.377
campaign	0.006	-0.081	1.000	0.055	-0.088	0.156	0.097	-0.001	0.141	0.144	0.000	0.000	0.002	0.017	0.022	0.021	0.064	0.047	0.018	0.047	0.052
pdays	-0.001	-0.083	0.055	1.000	-0.509	0.228	0.057	-0.078	0.278	0.290	0.140	0.042	0.055	0.080	0.008	0.000	0.118	0.240	0.012	0.952	0.324
previous	-0.013	0.042	-0.088	-0.509	1.000	-0.435	-0.283	-0.116	-0.455	-0.438	0.053	0.030	0.019	0.075	0.016	0.000	0.242	0.127	0.000	0.734	0.236
emp.var.rate	0.045	-0.069	0.156	0.228	-0.435	1.000	0.665	0.225	0.940	0.945	0.135	0.068	0.066	0.157	0.052	0.012	0.461	0.660	0.035	0.379	0.342
cons.price.idx	0.045	0.003	0.097	0.057	-0.283	0.665	1.000	0.246	0.491	0.465	0.131	0.069	0.098	0.153	0.069	0.017	0.675	0.676	0.049	0.386	0.336
cons.conf.idx	0.115	-0.009	-0.001	-0.078	-0.116	0.225	0.246	1.000	0.237	0.132	0.109	0.073	0.064	0.138	0.040	0.011	0.417	0.600	0.045	0.368	0.386
euribor3m	0.055	-0.078	0.141	0.278	-0.455	0.940	0.491	0.237	1.000	0.929	0.128	0.068	0.060	0.159	0.052	0.012	0.469	0.552	0.137	0.417	0.399
nr.employed	0.045	-0.095	0.144	0.290	-0.438	0.945	0.465	0.132	0.929	1.000	0.134	0.072	0.067	0.140	0.040	0.010	0.502	0.603	0.046	0.412	0.410
job	0.250	0.006	0.000	0.140	0.053	0.135	0.131	0.109	0.128	0.134	1.000	0.184	0.359	0.152	0.011	0.010	0.128	0.110	0.016	0.099	0.152
marital	0.277	0.000	0.000	0.042	0.030	0.068	0.069	0.073	0.068	0.072	0.184	1.000	0.116	0.095	0.009	0.000	0.072	0.050	0.011	0.037	0.054
education	0.136	0.000	0.002	0.055	0.019	0.066	0.098	0.064	0.060	0.067	0.359	0.116	1.000	0.170	0.013	0.001	0.123	0.095	0.020	0.042	0.067
default	0.159	0.000	0.017	0.080	0.075	0.157	0.153	0.138	0.159	0.140	0.152	0.095	0.170	1.000	0.011	0.002	0.136	0.112	0.011	0.077	0.099
housing	0.000	0.000	0.022	0.008	0.016	0.052	0.069	0.040	0.052	0.040	0.011	0.009	0.013	0.011	1.000	0.708	0.085	0.054	0.015	0.017	0.009
loan	0.018	0.000	0.021	0.000	0.000	0.012	0.017	0.011	0.012	0.010	0.010	0.000	0.001	0.002	0.708	1.000	0.024	0.020	0.006	0.000	0.000
contact	0.116	0.032	0.064	0.118	0.242	0.461	0.675	0.417	0.469	0.502	0.128	0.072	0.123	0.136	0.085	0.024	1.000	0.609	0.055	0.242	0.145
month	0.139	0.020	0.047	0.240	0.127	0.660	0.676	0.600	0.552	0.603	0.110	0.050	0.095	0.112	0.054	0.020	0.609	1.000	0.067	0.242	0.274
day_of_week	0.046	0.008	0.018	0.012	0.000	0.035	0.049	0.045	0.137	0.046	0.016	0.011	0.020	0.011	0.015	0.006	0.055	0.067	1.000	0.014	0.023
poutcome	0.138	0.016	0.047	0.952	0.734	0.379	0.386	0.368	0.417	0.412	0.099	0.037	0.042	0.077	0.017	0.000	0.242	0.242	0.014	1.000	0.320
y	0.196	0.377	0.052	0.324	0.236	0.342	0.336	0.386	0.399	0.410	0.152	0.054	0.067	0.099	0.009	0.000	0.145	0.274	0.023	0.320	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	age	job	marital	education	default	housing	loan	contact	month	day_of_week	duration	campaign	pdays	poutcome	emp.var.rate	cons.price.idx	cons.conf.idx	euribor3m	nr.employed	y
0	40	admin.	married	basic.6y	no	no	no	telephone	may	mon	151	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
1	56	services	married	high.school	no	no	yes	telephone	may	mon	307	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
2	45	services	married	basic.9y	unknown	no	no	telephone	may	mon	198	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
3	59	admin.	married	professional.course	no	no	no	telephone	may	mon	139	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
4	41	blue-collar	married	unknown	unknown	no	no	telephone	may	mon	217	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
5	24	technician	single	professional.course	no	yes	no	telephone	may	mon	380	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
6	25	services	single	high.school	no	yes	no	telephone	may	mon	50	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
7	41	blue-collar	married	unknown	unknown	no	no	telephone	may	mon	55	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
8	25	services	single	high.school	no	yes	no	telephone	may	mon	222	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no
9	29	blue-collar	single	high.school	no	no	yes	telephone	may	mon	137	1	999	nonexistent	1.1	93.994	-36.4	4.857	5191.0	no

	age	job	marital	education	default	housing	loan	contact	month	day_of_week	duration	campaign	pdays	previous	poutcome	emp.var.rate	cons.price.idx	cons.conf.idx	euribor3m	nr.employed	y
41170	57	retired	married	professional.course	no	yes	no	cellular	nov	thu	124	6	999	0	nonexistent	-1.1	94.767	-50.8	1.031	4963.6	no
41171	62	retired	married	university.degree	no	no	no	cellular	nov	thu	483	2	6	3	success	-1.1	94.767	-50.8	1.031	4963.6	yes
41172	64	retired	divorced	professional.course	no	yes	no	cellular	nov	fri	151	3	999	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	no
41173	36	admin.	married	university.degree	no	no	no	cellular	nov	fri	254	2	999	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	no
41174	37	admin.	married	university.degree	no	yes	no	cellular	nov	fri	281	1	999	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	yes
41175	29	unemployed	single	basic.4y	no	yes	no	cellular	nov	fri	112	1	9	1	success	-1.1	94.767	-50.8	1.028	4963.6	no
41176	73	retired	married	professional.course	no	yes	no	cellular	nov	fri	334	1	999	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	yes
41177	46	blue-collar	married	professional.course	no	no	no	cellular	nov	fri	383	1	999	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	no
41178	56	retired	married	university.degree	no	yes	no	cellular	nov	fri	189	2	999	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	no
41179	44	technician	married	professional.course	no	no	no	cellular	nov	fri	442	1	999	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	yes

Most frequently occurring

	age	job	marital	education	default	housing	loan	contact	month	day_of_week	duration	campaign	pdays	poutcome	emp.var.rate	cons.price.idx	cons.conf.idx	euribor3m	nr.employed	y	# duplicates
0	24	services	single	high.school	no	yes	no	cellular	apr	tue	114	1	999	nonexistent	-1.8	93.075	-47.1	1.423	5099.1	no	2
1	27	technician	single	professional.course	no	no	no	cellular	jul	mon	331	2	999	nonexistent	1.4	93.918	-42.7	4.962	5228.1	no	2
2	32	technician	single	professional.course	no	yes	no	cellular	jul	thu	128	1	999	nonexistent	1.4	93.918	-42.7	4.968	5228.1	no	2
3	35	admin.	married	university.degree	no	yes	no	cellular	may	fri	348	4	999	nonexistent	-1.8	92.893	-46.2	1.313	5099.1	no	2
4	36	retired	married	unknown	no	no	no	telephone	jul	thu	88	1	999	nonexistent	1.4	93.918	-42.7	4.966	5228.1	no	2
5	39	admin.	married	university.degree	no	no	no	cellular	nov	tue	123	2	999	nonexistent	-0.1	93.200	-42.0	4.153	5195.8	no	2
6	39	blue-collar	married	basic.6y	no	no	no	telephone	may	thu	124	1	999	nonexistent	1.1	93.994	-36.4	4.855	5191.0	no	2
7	41	technician	married	professional.course	no	yes	no	cellular	aug	tue	127	1	999	nonexistent	1.4	93.444	-36.1	4.966	5228.1	no	2
8	45	admin.	married	university.degree	no	no	no	cellular	jul	thu	252	1	999	nonexistent	-2.9	92.469	-33.6	1.072	5076.2	yes	2
9	47	technician	divorced	high.school	no	yes	no	cellular	jul	thu	43	3	999	nonexistent	1.4	93.918	-42.7	4.962	5228.1	no	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts